{"id":"W1549874832","doi":"10.66887/jltl.v3i2.113","title":"Fostering Multilingual Spaces in Second and Foreign Language Classes: Practical Suggestions","year":2019,"lang":"en","type":"article","venue":"Journal of Language Teaching and Learning","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Linguistics; Foreign language; Multilingualism; Computer science; Psychology; Natural language processing; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002294903,0.0001787858,0.0003459255,0.0003240352,0.0003538656,0.0004191893,0.00008660965,0.00007295967,0.0008180313],"category_scores_gemma":[0.001274341,0.0001466249,0.00007028626,0.00002901978,0.00007242108,0.0005368723,0.0001129167,0.002787964,0.0000087239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003056234,"about_ca_system_score_gemma":0.00003480493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630507,"about_ca_topic_score_gemma":0.0005222072,"domain_scores_codex":[0.9983304,0.0006215944,0.0003875828,0.0001985999,0.0001885274,0.0002732575],"domain_scores_gemma":[0.9983867,0.00104583,0.0003322438,0.0001012802,0.00003187648,0.0001020641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007236051,0.00006991209,0.01588244,0.0001572456,0.00007101496,0.0004937095,0.8337107,0.0001896377,0.00334902,0.0035274,0.00003743868,0.1424391],"study_design_scores_gemma":[0.001454862,0.0004530155,0.002311483,0.0005407383,0.00005068825,0.000866456,0.9795386,0.002050255,0.00006869827,0.0000585313,0.01228464,0.0003220618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736755,0.00229495,0.00004751957,0.0001671285,0.0001807599,0.00007691828,0.00000184329,0.00004538658,0.02350999],"genre_scores_gemma":[0.9930236,0.00001205883,0.001671277,0.0001602786,0.0004866318,0.000001054823,0.000003787519,0.00003053927,0.004610797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1458279,"threshold_uncertainty_score":0.9995127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463745057640348,"score_gpt":0.3041074862093121,"score_spread":0.2794700356329086,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}